{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/jermwatt/machine_learning_refined/blob/main/notes/2_Zero_order_methods/2_4_Local.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FvTtgih2ZrAj"
   },
   "source": [
    "## Chapter 2: Zero order methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook contains interactive content from an early draft of the university textbook <a href=\"https://github.com/neonwatty/machine-learning-refined/tree/main\">\n",
    "Machine Learning Refined (2nd edition) </a>.\n",
    "\n",
    "The final draft significantly expands on this content and is available for <a href=\"https://github.com/neonwatty/machine-learning-refined/tree/main/chapter_pdfs\"> download as a PDF here</a>."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ESxQwe9JZrAn"
   },
   "source": [
    "# 2.4 Local Optimization Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "5-fw4JOcZrAm",
    "outputId": "b38816f7-3445-4b23-fda5-a07d4fbc4a81"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: github-clone in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (1.2.0)\n",
      "Requirement already satisfied: requests>=2.20.0 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from github-clone) (2.32.3)\n",
      "Requirement already satisfied: docopt>=0.6.2 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from github-clone) (0.6.2)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (3.4.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (3.10)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (2.2.3)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (2024.12.14)\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
      "chapter_2_images already cloned!\n"
     ]
    }
   ],
   "source": [
    "# install github clone - allows for easy cloning of subdirectories\n",
    "!pip install github-clone\n",
    "from pathlib import Path \n",
    "\n",
    "# clone images\n",
    "if not Path('chapter_2_images').is_dir():\n",
    "    !ghclone https://github.com/neonwatty/machine-learning-refined-notes-assets/tree/main/notes/2_Zero_order_methods/chapter_2_images\n",
    "else:\n",
    "    print('chapter_2_images already cloned!')\n",
    "\n",
    "# append path for local library, data, and image import\n",
    "import sys\n",
    "sys.path.append('./chapter_2_images') \n",
    "\n",
    "# image paths\n",
    "image_path_1 = 'chapter_2_images/Fig_2_6.png'\n",
    "image_path_2 = 'chapter_2_images/local_method.png'\n",
    "image_path_3 = 'chapter_2_images/steplength.png'\n",
    "\n",
    "# standard imports\n",
    "from IPython.display import Image, HTML\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "JDHLrZW6ZrAn"
   },
   "source": [
    " As opposed to the global optimization techniques described in the previous Section - where a large number of input points are sampled simultaneously with the lowest evaluation crowned the approximate global minimum - *local optimization methods* work by taking a single sample input and refine it sequentially, driving it towards an approximate minimum point.  Local optimization methods are by far the most popular mathematical optimization schemes used in machine learning / deep learning today, with particular local optimization algorithms being the subject of the next several Chapters (as well as a number of Sections beyond this part of the text).  Nonetheless, while there is substantial variation in the kinds of specific local optimization methods we will discuss going forward, they all share a common overarching framework which we introduce in this Section."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "oPpeFXT6ZrAn"
   },
   "source": [
    "##  The big picture "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Ukuj0eA0ZrAo"
   },
   "source": [
    "As we saw in the previous Section global optimization methods test a multitude of simultaneously sampled input points to determine an approximate minimum of a given function $g\\left(\\mathbf{w}\\right)$. *Local optimization methods*, on the other hand, work in the opposite manner *sequentially* refining a single sample input called an *initial point* until it reaches an approximate minimum.  \n",
    "\n",
    "\n",
    "Starting with a sample input / initial point $\\mathbf{w}^0$, local optimization methods refine this initialization sequentially *pulling the point* 'downhill' towards points that are lower and lower on the function ,eventually reaching an minimizer (as illustrated for a single-input function in the Figure below).   So - generally speaking - from $\\mathbf{w}^0$ the point is 'pulled' downhill to a new point $\\mathbf{w}^1$ lower on the function i.e., where $g\\left(\\mathbf{w}^0\\right) > g\\left(\\mathbf{w}^1 \\right)$.  The point $\\mathbf{w}^1$ then itself 'pulled' downwards to a new point $\\mathbf{w}^2$.  This process is then repeated, yielding a sequence of $K$ points (starting with our initializer) \n",
    "\n",
    "\\begin{equation}\n",
    "\\mathbf{w}^0,\\,\\mathbf{w}^1,\\,...,\\mathbf{w}^K\n",
    "\\end{equation}\n",
    "\n",
    "where each subsequent point is (again generally speaking) on a lower and lower portion of the function i.e.,\n",
    "\n",
    "\\begin{equation}\n",
    "g\\left(\\mathbf{w}^0\\right) > g\\left(\\mathbf{w}^1\\right)\\, > \\,\\cdots\\,> g\\left(\\mathbf{w}^K\\right)\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 325
    },
    "id": "2rh-enJlZ2xi",
    "outputId": "1d8445a0-6af9-43b9-b056-da9f93252cf5"
   },
   "outputs": [
    {
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {
      "image/png": {
       "width": 600
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(image_path_1, width=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nP1HNvrWZrAp"
   },
   "source": [
    "<figure>\n",
    " <figcaption>   \n",
    "<strong>Figure 1:</strong> <em> Local optimization methods work by sequentially minimizing a target function in steps.  Here we illustrate a generic local optimization method which -  consisting of a sequence of steps starting with the initialization $w^0$, then moving to $w^1$, and on to $w^2$, etc., - moves towards lower points on the cost function like a ball rolling downhill.\n",
    "</em>  </figcaption> \n",
    "</figure>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Sze1uyVrZrAp"
   },
   "source": [
    "Unlike the global approach, a wide array of specific local optimization methods scale gracefully with input dimension because this sequential refinement process can be designed to be extremely effective (this is especially true for the first and second order local optimization methods described in the following Chapters)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "XVm6yF2fZrAq"
   },
   "source": [
    "## The general framework"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "V6_POgMiZrAq"
   },
   "source": [
    "How is the sequential refinement process enacted by a local optimization methods performed in general?  Every local method works as follows.\n",
    "\n",
    "To take the first step from an initial point $\\mathbf{w}^0$ to the very first update $\\mathbf{w}^1$ (which should be lower on the function than the initializer) what is called a *descent direction* is at $\\mathbf{w}^0$ is found.  This is a direction vector $\\mathbf{d}^0$ in the input space that stems from $\\mathbf{w}^0$ - i.e., it begins at $\\mathbf{w}^0$ and points away from the initial point - that if followed leads to an input point with lower function evaluation.  When such a direction is found the first update $\\mathbf{w}^1$ is then literally the sum\n",
    "\n",
    "\\begin{equation}\n",
    "\\mathbf{w}^1 = \\mathbf{w}^0 + \\mathbf{d}^0\n",
    "\\end{equation}\n",
    "\n",
    "as illustrated in the Figure below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 323
    },
    "id": "K-HzEbYfaA5I",
    "outputId": "ee41c227-e053-4034-d952-a0316d9ec274"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
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     },
     "execution_count": 3,
     "metadata": {
      "image/png": {
       "width": 1200
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(image_path_2, width=1200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "szDIDSpHZrAq"
   },
   "source": [
    "<figure>\n",
    "<figcaption>   \n",
    "<strong>Figure 2:</strong> Schematic illustration of a generic local optimization scheme. <em> \n",
    "</em>  </figcaption> \n",
    "</figure>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "S9m1cIZ3ZrAr"
   },
   "source": [
    "To refine the point $\\mathbf{w}^1$ we look for a new descent direction $\\mathbf{d}^1$ - one that moves 'downhill' stemming from the point $\\mathbf{w}^1$.  When we find such a direction the second update $\\mathbf{w}^2$ is then formed as the sum\n",
    "\n",
    "\\begin{equation}\n",
    "\\mathbf{w}^2 = \\mathbf{w}^1 + \\mathbf{d}^1.\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LYZwtybQZrAr"
   },
   "source": [
    "And we keep going like this, determining further descent directions producing - in the end - a sequence of input points (starting with our initializer)\n",
    "\n",
    "\\begin{equation}\n",
    "\\begin{array}\n",
    "\\\n",
    "\\mathbf{w}^0 \\\\\n",
    "\\mathbf{w}^1 = \\mathbf{w}^0 + \\mathbf{d}^0  \\\\\n",
    "\\mathbf{w}^2 = \\mathbf{w}^1 + \\mathbf{d}^1  \\\\\n",
    "\\mathbf{w}^3 = \\mathbf{w}^2 + \\mathbf{d}^2  \\\\\n",
    "\\,\\,\\vdots \\,\\,\\,\\,\\,\\,\\,\\,\\,\\, \\vdots \\,\\,\\,\\,\\,\\,\\,\\, \\vdots\\\\\n",
    "\\mathbf{w}^K = \\mathbf{w}^{K-1} + \\mathbf{d}^{K-1}\n",
    "\\end{array}\n",
    "\\end{equation}\n",
    "\n",
    "where $\\mathbf{d}^{k-1}$ is the descent direction defined at the $k^{th}$ step of the process\n",
    "\n",
    "\\begin{equation}\n",
    "\\mathbf{w}^{k} = \\mathbf{w}^{k-1} + \\mathbf{d}^{k-1} \n",
    "\\end{equation}\n",
    "\n",
    "and $g(\\mathbf{w}^0) > g(\\mathbf{w}^1) > g(\\mathbf{w}^2) > \\cdots > g(\\mathbf{w}^{K}) $.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Gy30U8mRZrAr"
   },
   "source": [
    "How are these *descent directions* stemming - stemming from each subsequent update - actually found?  There are a multitude of ways of determining proper descent directions - indeed in the remaining Sections of this Chapter we discuss *zero-order* approaches for doing this, and in the following Chapters we describe *first* and *second* order approaches (i.e., approaches that leverage the first and/or second derivative of a function to determine descent directions).  So - in other words - it is precisely this - how the descent directions are determined - which distinguishes local optimization schemes from one another."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ahX7PIdzZrAs"
   },
   "source": [
    "## The steplength parameter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GfxO6uyaZrAs"
   },
   "source": [
    "Looking closely in equation (6) we can calculate precisely how far we travel at the $k^{th}$ step of a generic local optimization scheme.  Measuring the distance traveled from the previous $\\left(k-1\\right)^{th}$ point we can see that we move a distance precisely equal to the length of the $\\left(k-1\\right)^{th}$ descent direction as\n",
    "\n",
    "\\begin{equation}\n",
    "\\left \\Vert\\mathbf{w}^{k} - \\mathbf{w}^{k-1}  \\right\\Vert_2 = \\left \\Vert\\ \\left(\\mathbf{w}^{k-1} + \\mathbf{d}^{k-1}\\right) - \\mathbf{w}^{k-1}  \\right\\Vert_2 =  \\left \\Vert  \\mathbf{d}^{k-1} \\right \\Vert_2.\n",
    "\\end{equation}\n",
    "\n",
    "Depending on how our descent directions are generated - as we will see - we may or may not have control over their length (all we ask is that they point in the right direction, 'down hill').  This can mean even if they point in the right direction - towards input points that are lower on the function - that their *length* could be problematic.  If e.g., they are too long then a local method can oscillate wildly at each update step never reaching an approximate minimum, or likewise if they are too short *in length* a local method we move so sluggishly slow that far too many steps would be required to reach an approximate minimum.  Both of these potentialities are illustrated in the Figure below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 328
    },
    "id": "-mVhrH95aCjx",
    "outputId": "60dc2f0c-3ae7-4b2f-e465-7074f1610a9b"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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    "Image(image_path_3, width=1200)"
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    "<figure>\n",
    "<figcaption>   \n",
    "<strong>Figure 3:</strong> (left) Direction vectors are too large causing a wild oscillatory behavior around the minimum. (right) Direction vectors are too small, requiring a large number of steps be taken to reach the minimum. <em> \n",
    "</em>  </figcaption> \n",
    "</figure>"
   ]
  },
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    "Because of this potential problem many local optimization schemes come equipped with what is called a *steplength parameter* (or a *learning rate* parameter in the jargon of machine learning / deep learning) that we as humans can control, and helps us control the length of each update step (hence the name *steplength parameter*).  This is simply a parameter - typically denoted by the Greek letter $\\alpha$ - that is added to the generic local optimization update scheme described above and allows us to control the length of each update step.  With a steplength parameter the generic $k^{th}$ update step in equation (6) is written analogously as \n",
    "\n",
    "\\begin{equation}\n",
    "\\mathbf{w}^{k} = \\mathbf{w}^{k-1} + \\alpha \\mathbf{d}^{k-1}.\n",
    "\\end{equation}\n",
    "\n",
    "The entire sequence of $K$ steps then similarly is written as \n",
    "\n",
    "\\begin{equation}\n",
    "\\begin{array}\n",
    "\\\n",
    "\\mathbf{w}^0 \\\\\n",
    "\\mathbf{w}^1 = \\mathbf{w}^0 + \\alpha \\mathbf{d}^0  \\\\\n",
    "\\mathbf{w}^2 = \\mathbf{w}^1 + \\alpha \\mathbf{d}^1  \\\\\n",
    "\\mathbf{w}^3 = \\mathbf{w}^2 + \\alpha \\mathbf{d}^2  \\\\\n",
    "\\,\\,\\vdots \\,\\,\\,\\,\\,\\,\\,\\,\\,\\, \\vdots \\,\\,\\,\\,\\,\\,\\,\\, \\vdots\\\\\n",
    "\\mathbf{w}^K = \\mathbf{w}^{K-1} + \\alpha \\mathbf{d}^{K-1}\n",
    "\\end{array}\n",
    "\\end{equation}\n",
    "\n",
    "In any case, the only difference between this form for the $k^{th}$ step and the original is that now we scale the descent direction $\\mathbf{d}^{k-1}$ by the parameter $\\alpha$ - which we can set as we please.  Re-calculating the distance traveled by the $k^{th}$ step with this added parameter we can see that\n",
    "\n",
    "\\begin{equation}\n",
    "\\left \\Vert\\mathbf{w}^{k} - \\mathbf{w}^{k-1}  \\right\\Vert_2 = \\left \\Vert\\ \\left(\\mathbf{w}^{k-1} + \\alpha \\mathbf{d}^{k-1}\\right) - \\mathbf{w}^{k-1}  \\right\\Vert_2 = \\alpha  \\left \\Vert  \\mathbf{d}^{k-1} \\right \\Vert_2.\n",
    "\\end{equation}"
   ]
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   "source": [
    "In other words the length of the $k^{th}$ step is now proportional to the descent direction, and we can fine tune precisely how far we wish to travel in its direction by setting $\\alpha$ as we please.  A common choice is to set $\\alpha$ to some fixed small constant value for each of the $K$ steps - but like local optimization methods themselves there are a number of ways of usefully setting the steplength parameter which we will discuss in the future."
   ]
  }
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